{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# For easy reset of notebook state.\n",
    "tf.keras.backend.clear_session() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/train-labels-idx1-ubyte.gz\n",
      "32768/29515 [=================================] - 0s 3us/step\n",
      "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/train-images-idx3-ubyte.gz\n",
      "26427392/26421880 [==============================] - 1s 0us/step\n",
      "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/t10k-labels-idx1-ubyte.gz\n",
      "8192/5148 [===============================================] - 0s 0us/step\n",
      "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/t10k-images-idx3-ubyte.gz\n",
      "4423680/4422102 [==============================] - 1s 0us/step\n"
     ]
    }
   ],
   "source": [
    "fashion_mnist = tf.keras.datasets.fashion_mnist\n",
    "\n",
    "(train_images, train_labels), (test_images, test_labels) = fashion_mnist.load_data()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "plt.figure()\n",
    "plt.imshow(train_images[1])\n",
    "plt.colorbar()\n",
    "plt.grid(False)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 25 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "class_names = ['T-shirt/top', 'Trouser', 'Pullover', 'Dress', 'Coat', \n",
    "               'Sandal', 'Shirt', 'Sneaker', 'Bag', 'Ankle boot']\n",
    "train_images = train_images / 255.0\n",
    "test_images = test_images / 255.0\n",
    "\n",
    "plt.figure(figsize=(8,8))\n",
    "for i in range(25):\n",
    "    plt.subplot(5,5,i+1)\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    plt.grid(False)\n",
    "    plt.imshow(train_images[i], cmap=plt.cm.binary)\n",
    "    plt.xlabel(class_names[train_labels[i]])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_1\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "flatten_1 (Flatten)          (None, 784)               0         \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 128)               100480    \n",
      "_________________________________________________________________\n",
      "dense_3 (Dense)              (None, 10)                1290      \n",
      "=================================================================\n",
      "Total params: 101,770\n",
      "Trainable params: 101,770\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model = tf.keras.models.Sequential([\n",
    "  tf.keras.layers.Flatten(input_shape=(28, 28)),\n",
    "  tf.keras.layers.Dense(128, activation='relu'),\n",
    "  tf.keras.layers.Dense(10, activation=tf.nn.softmax)\n",
    "])\n",
    "\n",
    "model.compile(optimizer='adam', \n",
    "              loss='sparse_categorical_crossentropy',\n",
    "              metrics=['accuracy'])\n",
    "\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/5\n",
      "1875/1875 [==============================] - 3s 2ms/step - loss: 0.5005 - accuracy: 0.8246\n",
      "Epoch 2/5\n",
      "1875/1875 [==============================] - 3s 2ms/step - loss: 0.3759 - accuracy: 0.8647\n",
      "Epoch 3/5\n",
      "1875/1875 [==============================] - 3s 1ms/step - loss: 0.3351 - accuracy: 0.8786\n",
      "Epoch 4/5\n",
      "1875/1875 [==============================] - 3s 2ms/step - loss: 0.3119 - accuracy: 0.8850\n",
      "Epoch 5/5\n",
      "1875/1875 [==============================] - 3s 1ms/step - loss: 0.2936 - accuracy: 0.8921\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<tensorflow.python.keras.callbacks.History at 0x7fe5483c7d30>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.fit(train_images, train_labels, epochs=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "313/313 [==============================] - 0s 1ms/step - loss: 0.3476 - accuracy: 0.8756\n",
      "Test accuracy: 0.8755999803543091\n"
     ]
    }
   ],
   "source": [
    "test_loss, test_acc = model.evaluate(test_images, test_labels)\n",
    "\n",
    "print('Test accuracy:', test_acc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "predictions = model.predict(test_images)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "predict: 9\n",
      "label:9\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "print(f\"predict: {np.argmax(predictions[0])}\")\n",
    "print(f\"label:{test_labels[0]}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "#!/usr/bin/python\n",
    "# -*- coding: utf-8 -*-\n",
    "\n",
    "def plot_image(i, predictions_array, true_label, img,):\n",
    "    predictions_array, true_label, img = predictions_array[i], true_label[i], img[i]\n",
    "    plt.grid(False)\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "\n",
    "    plt.imshow(img, cmap=plt.cm.binary)\n",
    "\n",
    "    predicted_label = np.argmax(predictions_array)\n",
    "    if predicted_label == true_label:\n",
    "        color = 'blue'\n",
    "    else:\n",
    "        color = 'red'\n",
    "\n",
    "    plt.xlabel('{} {:2.0f}% ({})'.format(class_names[predicted_label],\n",
    "               100 * np.max(predictions_array),\n",
    "               class_names[true_label]), color=color)\n",
    "\n",
    "\n",
    "def plot_value_array(i, predictions_array, true_label):\n",
    "    predictions_array, true_label = predictions_array[i], true_label[i]\n",
    "    plt.grid(False)\n",
    "    plt.xticks([])\n",
    "    plt.yticks([])\n",
    "    thisplot = plt.bar(range(10), predictions_array, color='#777777')\n",
    "    plt.ylim([0, 1])\n",
    "    predicted_label = np.argmax(predictions_array)\n",
    "\n",
    "    thisplot[predicted_label].set_color('red')\n",
    "    thisplot[true_label].set_color('blue')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x216 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "i = 6\n",
    "plt.figure(figsize=(6,3))\n",
    "plt.subplot(1,2,1)\n",
    "plot_image(i, predictions, test_labels, test_images)\n",
    "plt.subplot(1,2,2)\n",
    "plot_value_array(i, predictions,  test_labels)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x216 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "i = 2\n",
    "plt.figure(figsize=(6,3))\n",
    "plt.subplot(1,2,1)\n",
    "plot_image(i, predictions, test_labels, test_images)\n",
    "plt.subplot(1,2,2)\n",
    "plot_value_array(i, predictions,  test_labels)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x720 with 30 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the first X test images, their predicted label, and the true label\n",
    "# Color correct predictions in blue, incorrect predictions in red\n",
    "num_rows = 5\n",
    "num_cols = 3\n",
    "num_images = num_rows*num_cols\n",
    "plt.figure(figsize=(2*2*num_cols, 2*num_rows))\n",
    "for i in range(num_images):\n",
    "    plt.subplot(num_rows, 2*num_cols, 2*i+1)\n",
    "    plot_image(i, predictions, test_labels, test_images)\n",
    "    plt.subplot(num_rows, 2*num_cols, 2*i+2)\n",
    "    plot_value_array(i, predictions, test_labels)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(28, 28)\n"
     ]
    }
   ],
   "source": [
    "# Grab an image from the test dataset\n",
    "img = test_images[0]\n",
    "\n",
    "print(img.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1, 28, 28)\n"
     ]
    }
   ],
   "source": [
    "img = (np.expand_dims(img,0))\n",
    "\n",
    "print(img.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[1.3575809e-07 1.4995118e-08 3.8376211e-07 2.8586621e-08 1.6225795e-06\n",
      "  1.1338125e-02 2.8523907e-06 3.0199829e-02 5.8843161e-05 9.5839816e-01]]\n"
     ]
    }
   ],
   "source": [
    "predictions_single = model.predict(img)\n",
    "\n",
    "print(predictions_single)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_value_array(0, predictions_single, test_labels)\n",
    "_ = plt.xticks(range(10), class_names, rotation=45)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
